MITIGATE: Modeling Individual Trajectories and Incentives in Gamified Techno-social Environments

Funded by: DARPA Young Faculty Award & DARPA Director’s Award


Publications

  1. Kobayashi, T., Sapienza, A., & Ferrara, E. Extracting the multi-timescale activity patterns of online financial markets. Scientific Reports, volume 8, Article number: 11184 (2018). https://www.nature.com/articles/s41598-018-29537-w
  2. Sapienza, A., Zeng, Y., Bessi, A., Lerman, K., & Ferrara, E. Individual performance in team-based online games. Royal Society Open Science, 5(6), 180329. (2018). https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6030337/
  3. Sapienza, A., Bessi, A., & Ferrara, E. Non-negative tensor factorization for human behavioral pattern mining in online games. Information, 9(3), 66. (2018). http://www.mdpi.com:8080/2078-2489/9/3/66/pdf
  4. Sapienza, A., Goyal, P., & Ferrara, E. Recommending Teammates with Deep Neural Networks. Proceedings of the 29th on Hypertext and Social Media, 57-61. (2018). https://dl.acm.org/citation.cfm?id=3209569
  5. Arakelyan, S., Morstatter, F., Martin, M., Ferrara, E., & Galstyan, A. Mining and Forecasting Career Trajectories of Music Artists. Proceedings of the 29th on Hypertext and Social Media, 11-19 (2018). https://dl.acm.org/citation.cfm?id=3209554
  6. Matsui, Sapienza, Ferrara. Playing under the influence (of Twitch): The effects of streaming on gamers’ performance. UCI Esports Conference 2018, 2018
  7. Hosseinmardi, H., Kao, H. T., Lerman, K., & Ferrara, E. Discovering hidden structure in high dimensional human behavioral data via tensor factorization. In WSDM Heteronam Workshop. (2018). http://heteronam.org/2018/papers/HeteroNAM_2018_paper_9.pdf
  8. Ferrara, E., Alipourfard, N., Burghardt, K., Gopal, C., & Lerman, K. Dynamics of content quality in collaborative knowledge production. Proceedings of the Eleventh International AAAI Conference on Web and Social Media (ICWSM 2017) (2017). https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/download/15556/14845
  9. Sapienza, A., Peng, H., & Ferrara, E. Performance dynamics and success in online games. In Data Mining Workshops (ICDMW), 2017 IEEE International Conference on (pp. 902-909). IEEE. (2017, November). https://ieeexplore.ieee.org/document/8215758/

Pending publications:

  1. Hosseinmardi, Ghasemian, Narayanan, Lerman, Ferrara. Supervised Embedding of Temporal Data via Tensor Factorization. Under review
  2. Goyal, P., Hosseinmardi, H., Ferrara, E., & Galstyan, A. Capturing Edge Attributes via Network Embedding. arXiv preprint arXiv:1805.03280. (2018). Under review
  3. Pozzana, I., & Ferrara, E. (2018). Measuring bot and human behavioral dynamics. arXiv preprint arXiv:1802.04286. Under review
  4. Zeng, Sapienza, Ferrara (2018). The Influence of Social Ties on Performance in Team-based Online Games. Under review
  5. Sapienza, A., Goyal, P., & Ferrara, E. Deep Neural Networks for Optimal Team Composition. arXiv preprint arXiv:1805.03285. Under review
  6. Hosseinmardi, Twari, Kao, Yan, Narayanan, Falk, Lerman, Ferrara. Predictability of Perceived Job Performance via Physiological Signals in Longitudinal Data. Under review

Team

Homa Hosseinmardi Goran Muric Anna Sapienza Zhenxiang Gao
Homa Hosseinmardi
(Postdoc)
Goran Muric
(Postdoc)
Anna Sapienza
(Postdoc)
Gao Zhenxiang
(Postdoc)
Adam Badawy Ashok Deb Palash Goyal Di Huang
Adam Badawy
(PhD)
Ashok Deb
(PhD)
Palash Goyal
(PhD)
Di (Diana) Huang
(PhD)
Hsien-Te Kao Akira Matsui Shen Yan Yilei Zeng
Hsien-Te Kao
(PhD)
Akira Matsui
(PhD)
Shen Yan
(PhD)
Yilei Zeng
(PhD)